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House_Predictor.py
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House_Predictor.py
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from PyQt5 import QtCore, QtGui, QtWidgets
import pickle
with open("{PATH WHERE MODEL(House_Price_Prediction) IS STORED}", "rb") as f:
model = pickle.load(f)
def get_prediction(Neighborhood, HouseStyle, MSZoning, GrLivArea, TotalBsmtSF, GarageType, OverallQual, Utilities):
ngbs = ['Bloomington Heights', 'Bluestem', 'Briardale', 'Brookside', 'Clear Creek', 'College Creek', 'Crawford', 'Edwards', 'Gilbert', 'Iowa DOT and Rail Road', 'Meadow Village', 'Mitchell', 'North Ames','Northpark Villa','Northwest Ames', 'Northridge', 'Northridge Heights', 'Old Town', 'South & West of Iowa State University', 'Sawyer', 'Sawyer West', 'Somerset', 'Stone Brook', 'Timberland', 'Veenker']
ngb_lblEval = {}
for i in range(25):
ngb_lblEval[ngbs[i]] = i
MSZ = {'C (all)':0, 'FV':1, 'RH':2, 'RL':3, 'RM':4}
Utili = {'AllPub':0, 'NoSeWa':1}
Hstyle = {'1.5Fin':0, '1.5Unf':1, '1Story':2, '2.5Fin':3, '2.5Unf':4, '2Story':5, 'SFoyer':6, 'SLvl':7}
grgtype = {'2Types':0, 'Attchd':1, 'Basment':2, 'BuiltIn':3, 'CarPort':4, 'Detchd':5, 'No Garage':6}
MSZoning = MSZ[MSZoning]
Utilities = Utili[Utilities]
Neighborhood = ngb_lblEval[Neighborhood]
GarageType = grgtype[GarageType]
HouseStyle = Hstyle[HouseStyle]
prd_lis = [OverallQual, TotalBsmtSF, GrLivArea, MSZoning, Utilities, Neighborhood, GarageType, HouseStyle]
prediction = model.predict([prd_lis])
return (prediction[0])
class Ui_MainWindow(object):
def setupUi(self, MainWindow):
MainWindow.setObjectName("MainWindow")
MainWindow.resize(1122, 1095)
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setObjectName("centralwidget")
self.label = QtWidgets.QLabel(self.centralwidget)
self.label.setGeometry(QtCore.QRect(0, 0, 1131, 1091))
font = QtGui.QFont()
font.setItalic(True)
self.label.setFont(font)
self.label.setText("")
self.label.setPixmap(QtGui.QPixmap("{PATH WHERE House_Picture.png IS STORED}"))
self.label.setScaledContents(True)
self.label.setObjectName("label")
self.label_2 = QtWidgets.QLabel(self.centralwidget)
self.label_2.setGeometry(QtCore.QRect(300, 0, 451, 81))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(28)
font.setItalic(True)
self.label_2.setFont(font)
self.label_2.setObjectName("label_2")
self.label_3 = QtWidgets.QLabel(self.centralwidget)
self.label_3.setGeometry(QtCore.QRect(40, 80, 131, 41))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
#font.setItalic(True)
self.label_3.setFont(font)
self.label_3.setObjectName("label_3")
self.comboBox = QtWidgets.QComboBox(self.centralwidget)
self.comboBox.setGeometry(QtCore.QRect(40, 130, 121, 31))
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.label_4 = QtWidgets.QLabel(self.centralwidget)
self.label_4.setGeometry(QtCore.QRect(10, 170, 281, 181))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
font.setItalic(True)
self.label_4.setFont(font)
self.label_4.setObjectName("label_4")
self.label_5 = QtWidgets.QLabel(self.centralwidget)
self.label_5.setGeometry(QtCore.QRect(840, 80, 121, 21))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
#font.setItalic(True)
self.label_5.setFont(font)
self.label_5.setObjectName("label_5")
self.comboBox_2 = QtWidgets.QComboBox(self.centralwidget)
self.comboBox_2.setGeometry(QtCore.QRect(850, 130, 121, 31))
self.comboBox_2.setObjectName("comboBox_2")
self.comboBox_2.addItem("")
self.comboBox_2.addItem("")
self.label_6 = QtWidgets.QLabel(self.centralwidget)
self.label_6.setGeometry(QtCore.QRect(820, 180, 291, 91))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
font.setItalic(True)
self.label_6.setFont(font)
self.label_6.setObjectName("label_6")
self.label_7 = QtWidgets.QLabel(self.centralwidget)
self.label_7.setGeometry(QtCore.QRect(410, 80, 171, 51))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
self.label_7.setFont(font)
self.label_7.setObjectName("label_7")
self.comboBox_3 = QtWidgets.QComboBox(self.centralwidget)
self.comboBox_3.setGeometry(QtCore.QRect(370, 130, 290, 31))
self.comboBox_3.setObjectName("comboBox_3")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.comboBox_3.addItem("")
self.label_8 = QtWidgets.QLabel(self.centralwidget)
self.label_8.setGeometry(QtCore.QRect(20, 360, 151, 41))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
self.label_8.setFont(font)
self.label_8.setObjectName("label_8")
self.comboBox_4 = QtWidgets.QComboBox(self.centralwidget)
self.comboBox_4.setGeometry(QtCore.QRect(40, 390, 121, 31))
self.comboBox_4.setObjectName("comboBox_4")
self.comboBox_4.addItem("")
self.comboBox_4.addItem("")
self.comboBox_4.addItem("")
self.comboBox_4.addItem("")
self.comboBox_4.addItem("")
self.comboBox_4.addItem("")
self.comboBox_4.addItem("")
self.comboBox_4.addItem("")
self.label_9 = QtWidgets.QLabel(self.centralwidget)
self.label_9.setEnabled(True)
self.label_9.setGeometry(QtCore.QRect(10, 440, 461, 241))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
font.setItalic(True)
self.label_9.setFont(font)
self.label_9.setAutoFillBackground(False)
self.label_9.setScaledContents(False)
self.label_9.setWordWrap(False)
self.label_9.setObjectName("label_9")
self.label_10 = QtWidgets.QLabel(self.centralwidget)
self.label_10.setGeometry(QtCore.QRect(400, 180, 181, 51))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
#font.setItalic(True)
self.label_10.setFont(font)
self.label_10.setObjectName("label_10")
self.comboBox_5 = QtWidgets.QComboBox(self.centralwidget)
self.comboBox_5.setGeometry(QtCore.QRect(430, 240, 121, 31))
self.comboBox_5.setObjectName("comboBox_5")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.comboBox_5.addItem("")
self.label_11 = QtWidgets.QLabel(self.centralwidget)
self.label_11.setGeometry(QtCore.QRect(390, 290, 321, 91))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
font.setItalic(True)
self.label_11.setFont(font)
self.label_11.setObjectName("label_11")
self.label_12 = QtWidgets.QLabel(self.centralwidget)
self.label_12.setGeometry(QtCore.QRect(830, 360, 161, 31))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
#font.setItalic(True)
self.label_12.setFont(font)
self.label_12.setObjectName("label_12")
self.comboBox_6 = QtWidgets.QComboBox(self.centralwidget)
self.comboBox_6.setGeometry(QtCore.QRect(850, 390, 121, 31))
self.comboBox_6.setObjectName("comboBox_6")
self.comboBox_6.addItem("")
self.comboBox_6.addItem("")
self.comboBox_6.addItem("")
self.comboBox_6.addItem("")
self.comboBox_6.addItem("")
self.comboBox_6.addItem("")
self.comboBox_6.addItem("")
self.label_13 = QtWidgets.QLabel(self.centralwidget)
self.label_13.setGeometry(QtCore.QRect(775, 430, 340, 251))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(14)
font.setItalic(True)
self.label_13.setFont(font)
self.label_13.setObjectName("label_13")
self.label_14 = QtWidgets.QLabel(self.centralwidget)
self.label_14.setGeometry(QtCore.QRect(10, 720, 391, 31))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(16)
font.setItalic(True)
self.label_14.setFont(font)
self.label_14.setObjectName("label_14")
self.label_15 = QtWidgets.QLabel(self.centralwidget)
self.label_15.setGeometry(QtCore.QRect(630, 720, 371, 41))#
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(16)
font.setItalic(True)
self.label_15.setFont(font)
self.label_15.setObjectName("label_15")
self.plainTextEdit = QtWidgets.QPlainTextEdit(self.centralwidget)
self.plainTextEdit.setGeometry(QtCore.QRect(180, 760, 91, 31))
self.plainTextEdit.setObjectName("plainTextEdit")
self.plainTextEdit_2 = QtWidgets.QPlainTextEdit(self.centralwidget)
self.plainTextEdit_2.setGeometry(QtCore.QRect(810, 760, 91, 31))
self.plainTextEdit_2.setObjectName("plainTextEdit_2")
self.pushButton = QtWidgets.QPushButton(self.centralwidget)
self.pushButton.setGeometry(QtCore.QRect(380, 840, 241, 61))
font = QtGui.QFont()
font.setFamily("Ubuntu Light")
font.setPointSize(16)
font.setItalic(True)
self.pushButton.setFont(font)
self.pushButton.setObjectName("pushButton")
self.label_16 = QtWidgets.QLabel(self.centralwidget)
self.label_16.setGeometry(QtCore.QRect(160, 920, 441, 71))
font = QtGui.QFont()
font.setPointSize(26)
self.label_16.setFont(font)
self.label_16.setStyleSheet("")
self.label_16.setObjectName("label_16")
MainWindow.setCentralWidget(self.centralwidget)
self.menubar = QtWidgets.QMenuBar(MainWindow)
self.menubar.setGeometry(QtCore.QRect(0, 0, 1122, 20))
self.menubar.setObjectName("menubar")
MainWindow.setMenuBar(self.menubar)
self.statusbar = QtWidgets.QStatusBar(MainWindow)
self.statusbar.setObjectName("statusbar")
MainWindow.setStatusBar(self.statusbar)
self.pushButton.clicked.connect(self.pressed)
self.retranslateUi(MainWindow)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
def retranslateUi(self, MainWindow):
_translate = QtCore.QCoreApplication.translate
MainWindow.setWindowTitle(_translate("MainWindow", "MainWindow"))
self.label_2.setText(_translate("MainWindow", "HOUSE PRICE PREDICTION"))
self.label_3.setText(_translate("MainWindow", "Choose Zone"))
self.label_3.adjustSize()#
self.comboBox.setItemText(0, _translate("MainWindow", "C (all)"))
self.comboBox.setItemText(1, _translate("MainWindow", "FV"))
self.comboBox.setItemText(2, _translate("MainWindow", "RH"))
self.comboBox.setItemText(3, _translate("MainWindow", "RL"))
self.comboBox.setItemText(4, _translate("MainWindow", "RM"))
self.label_4.setText(_translate("MainWindow", "ZONE INFORMATION\n"
"\n"
"C (all): Commercial\n"
"FV: Floating Village Residential\n"
"RH: Residential High Density\n"
"RL: Residential Low Density\n"
"RM: Residential Medium Density"))
self.label_5.setText(_translate("MainWindow", "Choose Utilities"))
self.label_5.adjustSize()#
self.comboBox_2.setItemText(0, _translate("MainWindow", "AllPub"))
self.comboBox_2.setItemText(1, _translate("MainWindow", "NoSeWa"))
self.label_6.setText(_translate("MainWindow", "UTILITY INFORMATION\n"
"\n"
"AllPub: All public Utilities\n"
"NoSeWa: Electricity and Gas Only"))
self.label_7.setText(_translate("MainWindow", "Choose Neighborhood"))
self.label_7.adjustSize()#
self.comboBox_3.setItemText(0, _translate("MainWindow", "Bloomington Heights"))
self.comboBox_3.setItemText(1, _translate("MainWindow", "Bluestem"))
self.comboBox_3.setItemText(2, _translate("MainWindow", "Briardale"))
self.comboBox_3.setItemText(3, _translate("MainWindow", "Brookside"))
self.comboBox_3.setItemText(4, _translate("MainWindow", "Clear Creek"))
self.comboBox_3.setItemText(5, _translate("MainWindow", "College Creek"))
self.comboBox_3.setItemText(6, _translate("MainWindow", "Crawford"))
self.comboBox_3.setItemText(7, _translate("MainWindow", "Edwards"))
self.comboBox_3.setItemText(8, _translate("MainWindow", "Gilbert"))
self.comboBox_3.setItemText(9, _translate("MainWindow", "Iowa DOT and Rail Road"))
self.comboBox_3.setItemText(10, _translate("MainWindow", "Meadow Village"))
self.comboBox_3.setItemText(11, _translate("MainWindow", "Mitchell"))
self.comboBox_3.setItemText(12, _translate("MainWindow", "North Ames"))
self.comboBox_3.setItemText(13, _translate("MainWindow", "Northridge"))
self.comboBox_3.setItemText(14, _translate("MainWindow", "Northpark Villa"))
self.comboBox_3.setItemText(15, _translate("MainWindow", "Northridge Heights"))
self.comboBox_3.setItemText(16, _translate("MainWindow", "Northwest Ames"))
self.comboBox_3.setItemText(17, _translate("MainWindow", "Old Town"))
self.comboBox_3.setItemText(18, _translate("MainWindow", "South & West of Iowa State University"))
self.comboBox_3.setItemText(19, _translate("MainWindow", "Sawyer"))
self.comboBox_3.setItemText(20, _translate("MainWindow", "Sawyer West"))
self.comboBox_3.setItemText(21, _translate("MainWindow", "Somerset"))
self.comboBox_3.setItemText(22, _translate("MainWindow", "Stone Brook"))
self.comboBox_3.setItemText(23, _translate("MainWindow", "Timberland"))
self.comboBox_3.setItemText(24, _translate("MainWindow", "Veenker"))
self.label_8.setText(_translate("MainWindow", "Choose House Style"))
self.label_8.adjustSize()#
self.comboBox_4.setItemText(0, _translate("MainWindow", "1Story"))
self.comboBox_4.setItemText(1, _translate("MainWindow", "1.5Fin"))
self.comboBox_4.setItemText(2, _translate("MainWindow", "1.5Unf"))
self.comboBox_4.setItemText(3, _translate("MainWindow", "2Story"))
self.comboBox_4.setItemText(4, _translate("MainWindow", "2.5Fin"))
self.comboBox_4.setItemText(5, _translate("MainWindow", "2.5Unf"))
self.comboBox_4.setItemText(6, _translate("MainWindow", "SFoyer"))
self.comboBox_4.setItemText(7, _translate("MainWindow", "SLvl"))
self.label_9.setText(_translate("MainWindow", "HOUSE STYLE INFORMATION\n"
"\n"
"1Story: One story\n"
"1.5Fin: One and one-half story: 2nd level finished\n"
"1.5Unf: One and one-half story: 2nd level unfinished\n"
"2Story: Two story\n"
"2.5Fin: Two and one-half story: 2nd level finished\n"
"2.5Unf: Two and one-half story: 2nd level unfinished\n"
"SFoyer: Split Foyer\n"
"SLvl: Split Level"))
self.label_10.setText(_translate("MainWindow", "Choose House Quality "))
self.label_10.adjustSize()#
self.comboBox_5.setItemText(0, _translate("MainWindow", "10"))
self.comboBox_5.setItemText(1, _translate("MainWindow", "9"))
self.comboBox_5.setItemText(2, _translate("MainWindow", "8"))
self.comboBox_5.setItemText(3, _translate("MainWindow", "7"))
self.comboBox_5.setItemText(4, _translate("MainWindow", "6"))
self.comboBox_5.setItemText(5, _translate("MainWindow", "5"))
self.comboBox_5.setItemText(6, _translate("MainWindow", "4"))
self.comboBox_5.setItemText(7, _translate("MainWindow", "3"))
self.comboBox_5.setItemText(8, _translate("MainWindow", "2"))
self.comboBox_5.setItemText(9, _translate("MainWindow", "1"))
self.label_11.setText(_translate("MainWindow", "QUALITY INFORMATION\n"
"\n"
"The higher quality you choose\n"
"the rate of house will increase"))
self.label_12.setText(_translate("MainWindow", "Choose Garage Type"))
self.label_12.adjustSize()#
self.comboBox_6.setItemText(0, _translate("MainWindow", "2Types"))
self.comboBox_6.setItemText(1, _translate("MainWindow", "Attchd"))
self.comboBox_6.setItemText(2, _translate("MainWindow", "Basment"))
self.comboBox_6.setItemText(3, _translate("MainWindow", "BuiltIn"))
self.comboBox_6.setItemText(4, _translate("MainWindow", "CarPort"))
self.comboBox_6.setItemText(5, _translate("MainWindow", "Detchd"))
self.comboBox_6.setItemText(6, _translate("MainWindow", "No Garage"))
self.label_13.setText(_translate("MainWindow", "GARAGE TYPE INFORMATION\n"
"\n"
"2Types: More than one type of garage\n"
"Attchd: Attached to home\n"
"Basment: Basement Garage\n"
"BuiltIn: Built-In (Garage part of house\n"
" - typically has room above garage)\n"
"CarPort: Car Port\n"
"Detchd: Detached from home"))
self.label_14.setText(_translate("MainWindow", "Enter Total basement area in square feet[100 - 3000]"))
self.label_14.adjustSize()
self.label_15.setText(_translate("MainWindow", "Enter Ground living area in square feet[100 - 4000]"))
self.label_15.adjustSize()
self.pushButton.setText(_translate("MainWindow", "Estimate Price"))
self.label_16.setText(_translate("MainWindow", ""))
def pressed(self):
Neighborhood = self.comboBox_3.currentText()
HouseStyle = self.comboBox_4.currentText()
MSZoning = self.comboBox.currentText()
GrLivArea = (self.plainTextEdit_2.toPlainText()).strip()
TotalBsmtSF = (self.plainTextEdit.toPlainText()).strip()
GarageType = self.comboBox_6.currentText()
OverallQual = self.comboBox_5.currentText()
Utilities = self.comboBox_2.currentText()
try:
ans = get_prediction(Neighborhood, HouseStyle, MSZoning, int(GrLivArea), int(TotalBsmtSF), GarageType, int(OverallQual), Utilities)
ans_len = len(str(ans).split('.')[0])
#print(ans_len, ans)
if ans_len >= 6:
self.label_16.setText(' '*13 + "Estimated Price : $"+ str(ans)[:ans_len-6+3]+','+str(ans)[ans_len-6+3:ans_len-6+6])
self.label_16.adjustSize()
elif ans_len >=5 and ans_len < 6:
self.label_16.setText(' '*13 + "Estimated Price : $"+ str(ans)[:ans_len-5+2]+','+str(ans)[ans_len-5+2:ans_len-5+5])
self.label_16.adjustSize()
else:
self.label_16.setText(' '*13 + "Estimated Price : $"+ '{:.0f}'.format(ans))
self.label_16.adjustSize()
except:
self.label_16.setText(' '*21 + "Invalid Entry Try Again")
self.label_16.adjustSize()
if __name__ == "__main__":
import sys
app = QtWidgets.QApplication(sys.argv)
MainWindow = QtWidgets.QMainWindow()
ui = Ui_MainWindow()
ui.setupUi(MainWindow)
MainWindow.show()
sys.exit(app.exec_())